{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#  mpf.plot `fontscale` kwarg tests\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(20, 5)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-01</th>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.95</td>\n",
       "      <td>3050.72</td>\n",
       "      <td>3066.91</td>\n",
       "      <td>510301237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-04</th>\n",
       "      <td>3078.96</td>\n",
       "      <td>3085.20</td>\n",
       "      <td>3074.87</td>\n",
       "      <td>3078.27</td>\n",
       "      <td>524848878</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-01  3050.72  3066.95  3050.72  3066.91  510301237\n",
       "2019-11-04  3078.96  3085.20  3074.87  3078.27  524848878"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-11-27</th>\n",
       "      <td>3145.49</td>\n",
       "      <td>3154.26</td>\n",
       "      <td>3143.41</td>\n",
       "      <td>3153.63</td>\n",
       "      <td>421853938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-11-29</th>\n",
       "      <td>3147.18</td>\n",
       "      <td>3150.30</td>\n",
       "      <td>3139.34</td>\n",
       "      <td>3140.98</td>\n",
       "      <td>286602291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Open     High      Low    Close     Volume\n",
       "Date                                                     \n",
       "2019-11-27  3145.49  3154.26  3143.41  3153.63  421853938\n",
       "2019-11-29  3147.18  3150.30  3139.34  3140.98  286602291"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daily = pd.read_csv('../data/SP500_NOV2019_Hist.csv',index_col=0,parse_dates=True)\n",
    "daily.index.name = 'Date'\n",
    "daily.shape\n",
    "daily.head(2)\n",
    "daily.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.7a9'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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lUsHd3R2NGun+Y/v5+QEALl26VOl6EBGRbtZ0tW1JrK7NvzSCIGDFihVITEyEj48PgoODDT7mypUr8c8//+Dzzz9HvXr1kJaWpnM7zXJPT89Sj6VZd/PmTYPrRURERXRN0WuuIXyn/roCuVxulrIry6qTf1JSErZu3YpHjx4hLi4Od+7cQUhICGbNmgU7O8Ne2pUrV/Dzzz+jY8eOGDlyZJnbKhQKACjzj65ZV7w5QheZrOjHnDTlm7se1RFja1qMr2lZSnzLK78q61e8LGdnud4jD4wR28rsa9XJPzU1FWvXrhV/9/f3R4cOHeDq6mrQcdVqNWbNmgWZTIavv/4asnIimpeXBwCwt7cvdRtNs8Pjx4/LPFbTBh5wdraMYStNG3iYuwrVFmNrWoyvaZk7vkrlv9+1GRkZJb4zq/I7tHhdjPH9bUhsi9elPFad/Hv37o2kpCTk5OTg4sWLWLduHRYsWIBt27Zh06ZNev8R1q1bh7///htTpkwp0XNflxo1agAo6iNQGs06JyenMo917XY25PL8StTW+GSyojfgtdvZEASzVqXaYWxNi/E1LUuJb/F2/bsP8yHPf+o7Mzu7SuuTklbUzJCRna932caIbWX6O1h18tdwdXVFYGAgAgMDMWnSJBw+fBg//vgjpk6dWulj3bp1C0uXLoWvry8mTJhQoX1cXFwAlH1LX7NOs21pBAEW86VlSXWpbhhb02J8Tcvc8S1etrnrYmyGvJ7K7Fctkn9xoaGhOHz4MGJjY/VK/j///DNUKhUcHBwQFhamtS43NxcAkJWVJc4g+MUXX4jDC2/fvl3qcTWdAps2bVrpOhERERmTVSV/hUKB7777DpmZmZg/fz4cHR1LbKNpn8/W89aLJsGfP38e58+fL3Wb/fv3AwA++eQTNGrUCO7u7nj48CFSUlJ0NhVcuHABANC2bVu96kVERGQsVjXO38XFBXv37sWePXtw4sQJndtokmzjxo31KmPBggVISkrS+XP48GEAQMOGDcVljRo1gkwmQ58+fQAA+/btK3HMnJwcxMbGwsbGBv/5z3/0qhcREZGxWFXyB4CBAwcCAObOnYvU1FStdQkJCYiMjNTarqqMGzcO9vb2WLVqFa5cuSIuLywsxJw5c6BSqRAaGlrmXABERERVwapu+wNFs/UlJCTg7NmzGDBgAAICAsQJeE6dOgW1Wo2QkBAMHjwYQNEJwa5du8T9MzIyABQ1C8ydO1dc7u3tjddff13vejVv3hyffvopvvzySwwbNgzdu3eHh4cHzp49i+TkZLRq1QrTp0/X+/hERETGYnXJ38nJCZGRkdiyZQt27dqF+Ph4KJVKuLq6olOnThg8eDBCQ0PFtv/k5GStuQA0lEql1vKAgACDkj8AjBo1Cs2aNcMvv/yCU6dOITc3F15eXnj//fcxbtw4q5n5iYiIqjeZIFSnQRLWSalUikMALeHZ1DIZ0KyhB/65xbHSxsbYmhbja1qWEl+VSik+NMcSvjONwRixLR4XhUJR5lw3VtfmT0RERIaxutv+REQkLU/PXKdSqcxUk+qDyZ+IiCya5lY2GQ9v+xMREUkMr/yJiKhKlfYAmtI67iUkpT21vwpBHVoavV5SwuRPRERVonhvdF2SUx/oXF4devNbGt72JyIikhhe+RMRUZU79dcVTnxmRkz+RERU5eRyOW/nmxFv+xMREUkMkz8REZHEMPkTERFJDNv8iYjIqsjlzqUOC6SK4ZU/ERGRxDD5ExERSQyTPxERkcQw+RMREUkMkz8REZHEMPkTERFJDIf6EREZqLKPqCUyNyZ/IiIDlfWY2oSkNJ4EkMXhbX8iIiKJ4ZU/EZGBEpLStH5XqVQI6tDSTLUhKh+TPxGRgXhbn6wNb/sTERFJDJM/ERGRxDD5ExERSQyTPxERkcQw+RMREUkMkz8R0f9RqZTw8aoJH6+apc7aR1QdMPkTERFJjNWO89+/fz82b96MCxcuQKFQwN3dHf7+/hg1ahS6deumc5/s7GzMnDkThw4dQsOGDfHHH3+UWcbBgwcRFRWFCxcuQKVSwcPDA88//zzGjRsHf39/nfscPXoUa9euxYULF6BUKtGgQQP06tULb7/9NmrVqmXw6yYiIjKUVSb/mTNnYuvWrXB0dETnzp1Rp04dpKSkICYmBjExMZg8eTI++OADrX3i4uIwbdo03Llzp0JlfP755/j1119hZ2eHLl26oG7durh06RL27duHAwcOYNGiRejXr5/WPj/++CMWLVqEGjVqoFu3bqhVqxbOnz+P1atX48CBA9iwYQPq169vtDgQkemoVCqdyzmhD1UHVpf8o6OjsXXrVtStWxdRUVHw8vIS1+3YsQPh4eFYuXIl+vfvj+bNmwMoSspLly6Fs7Mzxo0bh1WrVpVZxt69e/Hrr7/C1dUV69evR6tWrcR1K1aswLJly/Dll1+iZ8+eqFGjBgDgwoULWLJkCdzd3REVFSWWDQDz58/HmjVr8MUXX+CHH34wZjiIyERKm543OfVBFdeEyPisrs1/27ZtAIDJkydrJX4ACA0NRZs2bSAIAmJjY8XlkZGRaNWqFX777Tf06NGj3DI2bdoEAHj77be1Ej8ATJw4ER4eHnjw4AHi4uLE5atXr4ZarcY777yjlfgBICwsDDVr1sSRI0eQkpJSqddLRERkbFZ35R8WFob09HQ8//zzOtd7e3sjMTERSuW/PXWHDx+Od999Fw4ODrh9+3a5ZYwbNw59+/ZFz549S6yztbVF48aNkZ2djYyMDACAWq0W+w+EhISU2MfBwQHdunXDzp07cfDgwRInB0RkeU79dQVyudzc1SAyCatL/v7+/qV2tgOAGzduAAB8fHzEZVOmTKlUGd27dy9z/b179wAA7u7uYpkqlQru7u5o1Ej3c739/Pywc+dOXLp0qVJ1IaLKUSqVUKmUEATt5ZVtq5fL5Wzfp2rL6pJ/aQRBwIoVK5CYmAgfHx8EBwebpJwTJ07gzp07cHV1RWBgIAAgLa3ocZ6enp6l7qdZd/PmTZPUi4iKuLi46FxurrZ6XR0HeVJB5mbVyT8pKQlbt27Fo0ePEBcXhzt37iAkJASzZs2CnZ3xX1p2djY+//xzAEX9AVxdXQEACoUCAMq8RahZV7w5QheZrOjHnDTlm7se1RFjazoqlRJtW+q+8wZULObFtzHks1h8P10dB1PSrLPToKHvX2PFtzoyxndDZfa16uSfmpqKtWvXir/7+/ujQ4cOYlI2pqysLLz11lu4efMmunbtivHjx4vr8vLyAAD29val7u/g4AAAePz4cZnlNG3gAWdny7gqaNrAw9xVqLYYW+NTKv/9/GVkZJT4HFXkc1X8GIZ8FosfR5dmDT30Oq6l0Pf9a6z4VmeGfDeU974rzqqTf+/evZGUlIScnBxcvHgR69atw4IFC7Bt2zZs2rTJaG+sO3fuYPz48UhJSUHHjh2xdOlS2Nraius1w/2ePHlS6jE065ycnMos69rtbMjl+Uaotf5ksqI34LXb2SXaTckwjK3pFJ+O996jfCjyn/ocZWdX6hiGfBaLH+d0fMmOg//cKr8ulsjQ96+x4lsdGeO7oTJTUlt18tfQtL8HBgZi0qRJOHz4MH788UdMnTrV4GMnJydj/PjxSE9PR48ePbB06dISCVzTxljWLX3NutLaIzUEARaTFCypLtUNY2t8xeOpb3yNcYynj+PkJIeTk3Op662RueNbnRnrfVceqxvnX57Q0FAA0Brnr6+UlBS89tprSE9Px/Dhw7Fy5UqdV+7e3t4AUOYwQk2nwKZNmxpcLyIyDpVK+dSP7ln9zIUPGiJTsaorf4VCge+++w6ZmZmYP38+HB0dS2wj+78eD9kVuMVXloyMDLz11lvIzs7G22+/jbCwsFK3bdSoEdzd3fHw4UOkpKToHMd/4cIFAEDbtm0NqhcRGY+/b+kdBImqM6u68ndxccHevXuxZ88enDhxQuc2miTbuHFjvcspLCzE+++/j9u3b2P06NFlJn6g6ISjT58+AIB9+/aVWJ+Tk4PY2FjY2NjgP//5j971IiKyJpZ+Z0XKrCr5A8DAgQMBAHPnzkVqaqrWuoSEBERGRmptp49Nmzbh77//Rtu2bfHpp59WaJ9x48bB3t4eq1atwpUrV8TlhYWFmDNnDlQqFUJDQ8ucC4CIqlZCUprWz6m/rpS/E1WYv28jrZ/SnpdAVc+qbvsDRbP1JSQk4OzZsxgwYAACAgJQr149pKWl4dSpU1Cr1QgJCcHgwYMBFJ0Q7Nq1S9xfMyVvdnY25s6dKy739vbG66+/DgD46aefAABubm6YP39+qXXx9/cXTzKaN2+OTz/9FF9++SWGDRuG7t27w8PDA2fPnkVycjJatWqF6dOnGzcYRGQQTrZjHnw4kvlZXfJ3cnJCZGQktmzZgl27diE+Ph5KpRKurq7o1KkTBg8ejNDQULHtPzk5WWsuAA2lUqm1PCAgQEz+mo57x48fx/Hjx0uty+DBg7XuMIwaNQrNmjXDL7/8glOnTiE3NxdeXl54//33MW7cOM4TTkSSkpCUZu4qUCmsLvkDRZPpjBo1CqNGjSp32yFDhmDIkCGVOn5SUpK+VUNQUBCCgoL03p+IqLrgnRXLZXVt/kRERGQYq7zyJyKqbnSN42fveDIVJn8iIgvAOQeoKhk1+avVahw7dgx//fUXbty4AYVCgR9//BFA0cNvLl26hPbt2xuzSCIiIqokoyX/6Oho/Pe//8X9+/cBAIIgiD3uAeDu3bsYOXIkBgwYgPnz55vkkbtERNZKV894lUrFsfFkEkbJwMuXL8eKFSsAlEz6GpmZmRAEAbt370ZhYSEWL15sjKKJiKoF9oynqmRwb/+///5bK/EX/7e4zMxMcd2+fftw6tQpQ4smIrJIcrkzklMfIDn1AZM6WSSDk//69evFZN+vXz/8/vvv4ux6xQUFBYmT6ADAr7/+amjRREREpAeDk//Zs2cBAPXr18d///tfNGnSBLa2tiW2c3Z2xqxZs9CiRQsIgmDQRDpERFS1VColmjeqCZlMxscLVwMGJ//79+9DJpOhXbt2FerE17p1awBAenq6oUUTERGRHgzu8Ofg4ID8/PwKT0ahebCOrk6BRETmpGmrlzpOOFT9GZz869evj6tXr+LMmTPIyMgo85G1R44cwZ9//gmZTIZ69eoZWjQREZkAJxyq/gxO/oGBgbh69Spyc3MxYsQIjB49GqmpqeL6Y8eO4c6dOzh27BgOHTokDgUMDAw0tGgiIjIDlUqFpwd1cVSDdTE4+Y8ePRpRUVFQq9VIT0/HwoULxXWCIGDChAlavwOAjY2NVs9/IiKyHOVNOBTYvuTEQ2wusS4Gd/jz9vZGeHh4icl9ZDIZZDIZBEEQk75m/ZQpU9C8eXNDiyYiIhOQy511/MjNXS0yIqPM8DdmzBh4eHhgwYIFyMrK0rmNIAhwd3fHxx9/jKFDhxqjWCIiKodKpRTb8BOS0oxye/50/BU4OfFkwJoZbYL9QYMG4T//+Q8OHTqEc+fO4c6dO8jNzYVcLkf9+vXRoUMHBAcHw9HR0VhFEhGRGcjlcjg5sY3fmhn16ToODg546aWX8NJLLxnzsEREkqdrqJ2uq/inh+lxiB7pYvRH6z1+/Bg1atQosUylUqFWrVrGLo6IJEpqSU7X0/10dbLjMD2qCKMl/5SUFCxevBjnz5/H//73P611169fx5AhQxAUFITp06ejZUs+opKIDMMkR6Q/oyT/kydPYtKkSXj8+DE8PDx0bqNWq3Hy5EmMGDECERERHOdPRFQJp/66UqEe908P0ys+RI9Iw+Dkn5WVhQ8//BC5ubkV2j43NxdhYWH4/fff4eLiYmjxRCRRUktycrm8Qj31OdkOVYTB4/w3btyIhw8fimP4vb29S2zj4eGBdu3aieP9MzMz+UhfIjIIx6ET6c/g5B8TEyP+/5tvvtGZ1OvVq4dNmzZpzf536NAhQ4smIiIiPRic/K9fvw6ZTIaOHTvi5ZdfLnPbAQMGoGPHjhAEATdu3DC0aCIiItKDwcn/yZMnAIAGDRpUaPuGDRsCABQKhaFFExERkR4MTv7u7u4AgAsXLoht+qUpLCxEfHy81n5ERERUtQxO/n5+fhAEAdeuXUN4eHipc/tnZGRg6tSpuHnzJmQyGcf6ExERmYnBQ/369u0rTuqza9cu7N27F76+vmjYsCEcHBzw+PFj3Lx5E8nJyVp3Bvr06WNo0UREIrncGSlpD9CsoQf+uZVd4nnzRPQvg5P/4MGDERkZieTkZABAQUEBEhMTcfHiRXGbpx/p27hxYz7Zj4ioilX0+QBU/Rmc/G1tbREREYFx48bhxo0bYoIvTrNMEATUr18fP/zwA+zt7Q0tmoiIKqGizweg6s/gNn+gqAf/9u3b8c4778DDwwOCIJT4cXFxwdixY7Fjxw40adLEGMUSERGRHoz2YB+5XI6pU6di6tSpuHr1KlJTU6FUKuHk5ISGDRvC19cXNjZGOdfA/v37sXnzZly4cAEKhQLu7u7w9/fHqFGj0K1bN537ZGdnY+bMmTh06BAaNmyIP/74o8wy4uPj8fPPP+PcuXN49OgR6tSpg65du+Kdd95Bo0a6HyiSkpKCiIgInD59GllZWfDw8EBgYCDefvtt+Pr6Gvy6iYgMUdHnA1D1Z/RH+gJAixYt0KJFC1McGjNnzsTWrVvh6OiIzp07o06dOkhJSUFMTAxiYmIwefJkfPDBB1r7xMXFYdq0abhz506FyoiOjkZ4eDhsbGzQpUsX1KtXD8nJydi8eTP279+PtWvXolWrVlr7nDx5EhMnTkReXh4CAwPRs2dPpKWlYe/evThw4AAiIiLQuXNno8WByBAqlVJ8Kl5CUhrbfSWios8HoOrPJMnfVKKjo7F161bUrVsXUVFR8PLyEtft2LED4eHhWLlyJfr374/mzZsDAH788UcsXboUzs7OGDduHFatWlVmGenp6fj8889ha2uLNWvW4PnnnxfXRUZGYt68efjkk0+wfft22NraAgCUSiXCw8Px+PFjLFmyBC+99JK4z6FDh/Dee+8hPDycDzMiIiKLUKnkv3z5cgBAmzZt0LNnT61l+njvvfcqtf22bdsAAJMnT9ZK/AAQGhqKtWvXIjExEbGxsWLyj4yMRKtWrfDdd9/h9u3b5Sb/qKgoqFQqvPbaa1qJHwDGjh2LrVu3IikpCcePHxebGPbs2YOMjAz06NFDK/EDQO/evdGjRw/ExMRg165dGDlyZKVeMxERkbFVOvnLZDIMHTpUK/nr6uFfEZVN/mFhYUhPTy+RlDW8vb2RmJgIpVIpLhs+fDjeffddODg44Pbt2+WWcfDgQQBASEiIzvW9e/fGlStXcPDgQTH5V2SfmJgYHDx4kMmfiIjMziy3/QVB0OuEwd/fH/7+/qWu1zwsyMfHR1w2ZcqUCh8/Ly8P165dA1B0d0MXPz8/AMClS5fEZZr/a9ZVZB8iIiJzqXT3e13z9+sa2lfWj7EJgoDly5cjMTERPj4+CA4O1us4t27dglqthlwuL7Vt3tPTEwBw8+ZNAEUnDPfu3dNa97R69eoBALKysvhAIyIiMrtKXfnPnz8fALTG6WuWVbWkpCRs3boVjx49QlxcHO7cuYOQkBDMmjULdnb63dDQJGZn59J7w2rWaWbKKt7EUNp+xYfWKJXKMjv9yWRFP+akKd/c9aiOLCW2xcu3hPecsVhKfI3FGH8nY/2tq+t7xlIY471bmX0rlSUHDx5coWVVITU1FWvXrhV/9/f3R4cOHeDq6qr3MTWPJy5r9kEHBwcAQH5+PgoKCpCXlyeuK20/zT4A8Pjx4zLr0LSBR5knH1WpaQMPc1eh2jJ3bJXKf9+rlvSeMxZzx9dYjPF3MtbfuvhxmtSvfu8ZS2HIe7f436g8Brf5X758GQBQo0aNKp25r3fv3khKSkJOTg4uXryIdevWYcGCBdi2bRs2bdqk1xvT0dERwL8nAboUP0Gws7MT99GsK/770/sARXEqy7Xb2ZDL8ytVb2OTyYregNdu8+EoxmYpsVWp/r1jZQnvOWOxlPgaizH+Tsb6Wxc/zvU72XByqh7vGUthjPdu8b9ReQxO/qGhoZDJZAgKCsLq1asNPVylubq6IjAwEIGBgZg0aRIOHz6MH3/8EVOnTq30sTS344vfyn+apmlAs23xW/hKpVJn8i/ezl/eOH9BgMV8aVlSXaobc8e2eNnmrospVJfXZIy/k7H+1k5OfGpiVTDkb1SZ/Qyeb9fJyQkAULduXUMPZbDQ0FAAQGxsrF77N2zYEHZ2dsjNzUVWVpbObW7dugUAaNq0KYCiW/r169fXWlfaPp6enrxVRkREZmdw8u/YsSMEQTD5MDaFQoG5c+fio48+0mpnL04zfDA7O1uvMhwcHMRhghcuXNC5zfnz5wEAbdu2FZdphvJVZh8iKqJSKeHjVRM+XjUrdduSiPRncPL/7LPP0KhRIyQnJ+Orr74qNTEbysXFBXv37sWePXtw4sQJndtokm/jxo31LkczUc++fftKrCssLMT+/fsBAP369avQPsWXF9+HrAsTlG6MC5F1MrjN/8aNG3j//fcRFRWFqKgo7NmzB4GBgWjcuHG5ndsqO8PfwIEDsXr1asydOxc+Pj5aU/wmJCQgMjJS3E5fr776KlavXo2dO3di0KBBeOGFF8R1y5Ytw61btxAUFIQOHTqIy/v164fly5fj9OnT2L59u9YIiM2bNyMuLg5NmzYtdQZAIiqiGUL7ND6Mhsi4DE7+EyZMEG+3C4KAhw8fitPdlqeyyX/KlClISEjA2bNnMWDAAAQEBKBevXpIS0vDqVOnoFarERISIibfhIQE7Nq1S9w/IyMDQFGzwNy5c8Xl3t7eeP311wEAtWrVwoIFCzBlyhS89dZb6Nq1Kzw9PZGYmIjz58+jfv36mDdvnla9HBwcsHDhQrz55puYMWMGdu7cCW9vb1y7dg2nT5+Gm5sbFi1aVOYQQiICgjq01Lk8OfVBFdeEqHoz6vS+FZ2yV9/pfZ2cnBAZGYktW7Zg165diI+Ph1KphKurKzp16oTBgweLow8AIDk5WWsuAA2lUqm1PCAgQEz+ABAcHIzNmzcjIiICZ86cQU5ODurVq4c33ngDEydORM2aNUscs127dti5cydWrlyJY8eOIS4uDrVr18awYcMwadIkNGjQoNKvl4iIyBSMkvxNMWVvaezt7TFq1CiMGjWq3G2HDBmCIUOG6FWOn58fli1bVql9vLy8zDbjIVF1cOqvK1ozYhKRaRic/JnsiMhY5HI52/eJqoDByd9c0/sSERGRfgxK/kePHkVMTAxu374NZ2dnNGvWDIMHD0ajRo2MVT8ishK6eurzKp7IMumV/BUKBT744AOcPHmyxLqIiAhMmDABH374oaF1IyIroqunPnvpm59c7sy/A5Wg1yQ/YWFhOHHiRImOfoIgoLCwED/88AMWLVpklAoSERGRcVX6yv/kyZM4evSo1tj+4mQyGQRBwOrVqzFw4EC0bKl73C6RVCmVSqhUyhIP4bD2W+TsqU9kPSqd/KOjo8X/Ozg44PXXX4e/vz/y8vIQFxeHbdu2Qa1Wo7CwENu3b0d4eLhRK0xk7Up7sqO135plT30i61Hp5K95SA1Q1L5ffPrbQYMGoXPnzpgyZQpkMlmpc/ATSZFKpYS/LzvDEpH5VTr5p6enQyaToXXr1lqJXyMkJAS+vr5ISkoSp9MlIm2n46/AyckybpGzlz6R9FQ6+SuVRU/uatKkSanb+Pj4ICkpCY8ePdK7YkTVmVwuh5OTZSRY9tInkp5K9/bXdPBzdi79i8vJyUlrWyIiIrIcRn2wDxFZn6rupa9SKZ/6XfdjfIlj9Ml0mPyJJK6qe+mz0yOR+ek1yQ8RERFZL72v/Hfv3o3Y2Fid6x4+fCj+v0ePHjq3kclkiImJ0bd4IqoES7rVnpCUpvW7SqXS2emQiExH7+Sfm5uL3NzcMrcRBAHp6ek612lmCCQi07OkW+0cRkhkfnonf0OSN0cBEBERmY9eyZ/Jm8i68FY7ERVX6eR/+PBhU9SDiEyIt9qJqLhKJ/+GDRuaoh5EVEHFnxGQkJTGxE5ElcZx/kQ6WFLv+LJwXn4i0geTP5EOltQ7viycl5+I9MFJfoiIiCSGV/5EOlhL7/iqnpefiKoHJn8iHcpqN7ekdvaqnpefiKoHJn+iSmI7OxFZO7b5k9GpVEr4eNWEj1fNEr3miYjI/HjlT1RJUm5nt5YhkERUNiZ/okqqDu3scrmzXk0V1jIEkojKxtv+ZLHYfEBEZBq88ieiCrOWIZBEVDarTP779+/H5s2bceHCBSgUCri7u8Pf3x+jRo1Ct27dSmwfHx+Pn3/+GefOncOjR49Qp04ddO3aFe+88w4aNdJ9GzMmJgYbN25EQkIClEol3Nzc4O/vj9deew1du3bVuU9KSgoiIiJw+vRpZGVlwcPDA4GBgXj77bfh6+tr1BgQmYMpmjv0bYIgIv1ZXfKfOXMmtm7dCkdHR3Tu3Bl16tRBSkoKYmJiEBMTg8mTJ+ODDz4Qt4+OjkZ4eDhsbGzQpUsX1KtXD8nJydi8eTP279+PtWvXolWrVlplfPPNN1i1ahXs7OzQo0cPeHp64s6dOzh69ChiYmIwceJETJ06VWufkydPYuLEicjLy0NgYCB69uyJtLQ07N27FwcOHEBERAQ6d+5cJTEiIiIqi1Ul/+joaGzduhV169ZFVFQUvLy8xHU7duxAeHg4Vq5cif79+6N58+ZIT0/H559/DltbW6xZswbPP/+8uH1kZCTmzZuHTz75BNu3b4etrS0AIC4uDqtWrYKDgwM2bNgAf39/cZ/4+Hi8/vrriIiIQHBwsLhOqVQiPDwcjx8/xpIlS/DSSy+J+xw6dAjvvfcewsPD8fvvv8PFxcXUYSIiIiqTVXX427ZtGwBg8uTJWokfAEJDQ9GmTRsIgoDY2FgAQFRUFFQqFYYPH66V+AFg7NixaNmyJZKSknD8+HFx+cGDBwEAISEhWokfANq3b4+ePXsCKErqGnv27EFGRgZ69OihlfgBoHfv3ujRowfu3buHXbt2GfLyycqoVMqnfjgsjogsg1Vd+YeFhSE9Pb1EItfw9vZGYmIilMqinuHFE7kuvXv3xpUrV3Dw4EGxr8CjR48AAPXr19e5j2a5ZruKlhMTE4ODBw9i5MiRZb5GqdLVm9/akyWHxRGRpbKq5O/v71/iary4GzduAAB8fHyQl5eHa9euAQDatGmjc3s/Pz8AwKVLl8RlTZs21TrW09LT0wEATZo0EZdp9tccryLlkDYmytJxYh0iMjarSv6lEQQBK1asQGJiInx8fBAcHIybN29CrVZDLpeX2s7u6ekJALh586a47JVXXkFERAT++OMPnDlzBp06dRLXXb58GX/88QdcXFzw8ssvAwDy8vJw7949reM9rV69egCArKwsKBQKtvtLhLGGxfHEiIiMzWqTf1JSErZu3YpHjx4hLi4Od+7cQUhICGbNmgU7OzsoFAoAgLNz6UOTNOuKX0nVrl0bP/30Ez7++GO88cYb6Nq1K+rXr4+MjAzExsaiTp06WLhwIWrWrAkAYhNDWWUVnwpWqVSWmfxlsqIfc9KUr289iu9X0ddz/kpaiWUqlQqB7VtW6jimos9revr9oM8xKlIva4uLKRn63qWyMb6mY4zYVmZfq03+qampWLt2rfi7v78/OnToAFdXVwDAkydPAAD29valHsPBwQEAkJ+fj4KCAtjZFYXD19cXgwcPxk8//YSYmBhxe0dHRwwZMgQ+Pj7isry8PPH/pZWlKQcAHj9+XObratrAo8wTlqrUtIGHXvsplf/GoeKvp2RZxU+szB8XDwiCYNARiselSf2Kvx7Niey/x1GKd5nMHRf9/tamp+97lyqG8TUdQ2Jb/PNYHqtN/r1790ZSUhJycnJw8eJFrFu3DgsWLMC2bduwadMmODo6Avj3JECX4icImsSflZWFkSNH4ubNmxgzZgzGjh2LunXr4t69e9ixYwdWrFiBHTt2YOPGjahXr55YjuZ4xX9/uhwAqFGjRpmv69rtbMjl+RUPhAnIZEVvwGu3s1GRfFdWm7Qhr6f4cS0hLoYq/nqu38mGk5O+cfl3P3PHxdL+RpV971LlML6mY4zYVmYadKtN/hqurq4IDAxEYGAgJk2ahMOHD+PHH39EaGgoAO2rx6dprqiK34ZfsmQJrl+/jlGjRmHGjBni8gYNGmDSpEnIycnBqlWrsGTJEnzzzTda+yqVSp3Jv/iVW3nt/YIAi/lQVbQubVuW3iZtyOspvp8lxUVfxno9lhQXS6pLcZZUl+qI8TUdY303lMeqxvmXR5PwY2Nj0bBhQ9jZ2SE3NxdZWVk6t7916xaAf3v4A8CBAwcAoMR4fY3evXsDAI4cOQKg6Ja+Zvif5nillePp6Wkxt0WrikqlKjHenaoPzdS8yakPrP5Jh0RSYjVX/gqFAt999x0yMzMxf/58nVfYsv/r7ZCdnQ0HBwf4+Pjg8uXLuHDhgs45/8+fPw8AaNu2rbhMc6dA1/EBiM0DxW9t+/n54c6dO7hw4YLWscoqpzopq1e7rt7tVTmPu0qlFHvLJySlMUEREcGKrvxdXFywd+9e7NmzBydOnNC5zYULFwAAjRs3BvDvpDv79u0rsW1hYSH2798PAOjXr5+4XPOgn8uXL+ssIykpSWu78sopvrx4OdWJXO781I+8/J2IiMhsrCb5A8DAgQMBAHPnzkVqaqrWuoSEBERGRmpt9+qrr8LNzQ07d+7EyZMntbZftmwZbt26haCgIHTo0EFcPmDAAABAREREiTKysrLw008/aW0HFCX1xo0b4/Tp09i+fbvWPps3b0ZcXByaNm1a6gyA1dmpv64gISlN68dc2ARBRFTEam77A8CUKVOQkJCAs2fPYsCAAQgICEC9evWQlpaGU6dOQa1WIyQkBIMHDwYA1KpVCwsWLMCUKVPw1ltvoWvXrvD09ERiYiLOnz+P+vXrY968eVplTJgwAX/++SdOnz6NgQMHolu3bqhTpw6ysrJw7Ngx5OTkIDAwEBMmTBD3cXBwwMKFC/Hmm29ixowZ2LlzJ7y9vXHt2jWcPn0abm5uWLRoUZnDDqsruVxuMbfazd0EQURkKawq+Ts5OSEyMhJbtmzBrl27EB8fD6VSCVdXV3Tq1AmDBw9GaGio2PYPAMHBwdi8eTMiIiJw5swZ5OTkoF69enjjjTcwceJEcbIeDUdHR6xevRq//fYboqOjcerUKXFWvtatW6N///4YOnSo2Pav0a5dO+zcuRMrV67EsWPHEBcXh9q1a2PYsGGYNGkSGjRoUCUxIiIiKo9VJX+gaEz+qFGjMGrUqArv4+fnh2XLllV4e1tbWwwbNgzDhg2rVN28vLwwf/78Su1DVefUX1fYH4GICFaY/InKUtaEQ5bUBEFEZE5M/lStSOEhOJqx9URE+mLyJ6ug6zG2vIonItIPkz8ZnSmuTCvaU99Yj9ElIqrOmPypWuHdACKi8jH5k1VgT30iIuOxqhn+SLo0PfWL/1gbudwZKWkPIAiCVdafiKoPJn8iIiKJYfInIiKSGCZ/IiIiiWGHP7JYnMyGiMg0eOVPREQkMUz+REREEsPkT0REJDFM/kRERBLD5E9ERCQxTP5EREQSw+RPREQkMUz+REREEsPkT0REJDFM/kRERBLD6X1JJ6VSCZVKCUHQXs5H0RIRWT8mf9LJxcVF53LOtU9EZP1425+0qFRKNG9U09zVICIiE+KVP5XqdPwVODnJzV0NIiIyMiZ/KpVcLoeTk3W38fOxwEREJfG2PxERkcQw+RMREUkMkz8REZHEMPkTERFJDJM/ERGRxDD5ExERSYzVDvXbv38/Nm/ejAsXLkChUMDd3R3+/v4YNWoUunXrVmL7+Ph4/Pzzzzh37hwePXqEOnXqoGvXrnjnnXfQqFEjnWUIgoBNmzZh8+bN+Oeff+Do6IiWLVtizJgx6NOnj8599CmHiIioKlll8p85cya2bt0KR0dHdO7cGXXq1EFKSgpiYmIQExODyZMn44MPPhC3j46ORnh4OGxsbNClSxfUq1cPycnJ2Lx5M/bv34+1a9eiVatWWmUUFhbigw8+wKFDh+Dt7Y0BAwbgwYMHOHr0KP7880988MEHmDx5stY++pRDRERU1awu+UdHR2Pr1q2oW7cuoqKi4OXlJa7bsWMHwsPDsXLlSvTv3x/NmzdHeno6Pv/8c9ja2mLNmjV4/vnnxe0jIyMxb948fPLJJ9i+fTtsbW3FdT/99BMOHTqE/v3749tvv4WdXVGozp07h9GjR2PlypUYOHAgGjduDAB6l0NERFTVrK7Nf9u2bQCAyZMnayV+AAgNDUWbNm0gCAJiY2MBAFFRUVCpVBg+fLhWQgaAsWPHomXLlkhKSsLx48fF5SqVCj///DM8PDzw9ddfi4kfAJ577jnMnDkTs2bNgqOjo7hcn3KIiIjMweqSf1hYGL7//nuEhIToXO/t7Q2g6JG0AHDw4EEAKHX73r17a20HAMeOHUNOTg5eeuklODuXnN521KhRGDlyJDw9PcVl+pRDRERkDlZ329/f3x/+/v6lrr9x4wYAwMfHB3l5ebh27RoAoE2bNjq39/PzAwBcunRJXBYXFwcAJa7gS6NvOUREROZgdcm/NIIgYMWKFUhMTISPjw+Cg4Nx8+ZNqNVqyOXyUp9Pr7l6v3nzprgsJSUFAODl5YWjR4/il19+wcWLF1FYWIiWLVti1KhRePnll8Xtb926pVc5RERE5mDVyT8pKQlbt27Fo0ePEBcXhzt37iAkJASzZs2CnZ0dFAoFAOi8da+hWadSqcRl9+/fBwDs27cPq1evRseOHfHSSy/h1q1bOH78OOLj43H+/HnMmjULAPQuRxeZrOjHXIqXbe66VEeaeDKupsH4mhbjazrGiG1l9rXq5J+amoq1a9eKv/v7+6NDhw5wdXUFADx58gQAYG9vX+oxHBwcAAD5+fkoKCiAnZ0dcnNzAQAbN27EL7/8gs6dO4vbHzt2DBMmTMC6devQp08fBAYG6l2OLk0beJR5EmFqSuW/r6FJffPWpTpr2sDD3FWo1hhf02J8TceQ2Bb//i6PVSf/3r17IykpCTk5Obh48SLWrVuHBQsWYNu2bdi0aZPYG1+TnHUpnrg1CVn2f6dPQ4YM0Ur8ANClSxeEhIRg3759+O233xAYGKh3Obpcu50NuTy/vJduMiqVUvz/9TvZcHIyX12qI5ms6MN97XY2BMHctal+GF/TYnxNxxixLf79XR6rTv4arq6uCAwMRGBgICZNmoTDhw/jxx9/RGhoKIB/e/7rorllX7ytXvP/du3a6dwnKCgI+/btw+XLl7W2r2w5uggCzPqhKl62uetSnTG2psX4mhbjazqGxLYy+1ndUL/yaBJ+bGwsGjZsKN7Gz8rK0rn9rVu3AABNmzYVl2nmD8jLy9O5T506dQAAjx8/BgC9yyEiIjIHq0r+CoUCc+fOxUcffVRqYtbcss/OzoaDgwN8fHwAABcuXNC5/fnz5wEAbdu2FZdphuVphg0+LT09HQBQs2ZNANC7HCIiInOwquTv4uKCvXv3Ys+ePThx4oTObTTJVzPtrmbSnX379pXYtrCwEPv37wcA9OvXT1weHBwMANi9ezfy80u2eR87dgwA0KFDB3GZPuUQERGZg1UlfwAYOHAgAGDu3LlITU3VWpeQkIDIyEit7V599VW4ublh586dOHnypNb2y5Ytw61btxAUFKSVyJs3b47evXsjIyMDixcv1tpn3759iImJgZ2dHYYOHSou16ccIiIic5AJgnV128jNzcX48eNx9uxZ1KhRAwEBAahXrx7S0tJw6tQpqNVqhISEYOnSpbCxKTq3OXz4MKZMmQJBENC1a1d4enoiMTER58+fR/369bFhwwY0bNhQq5ysrCyMHDkS169fR5s2bdC2bVvcvn1bfGbAzJkzMXr0aK199CkHKOooqOkImJCUBrncfMPrVCol/H2LHj18/koanJw41M+YZDKgWUMP/HOLvaVNgfE1LcbXdIwR2+Lf3wqFosyh2laX/IGisfJbtmzBrl27kJycDKVSCVdXV/j6+mLw4MEIDQ0V2/41Ll68iIiICJw5cwY5OTmoV68egoODMXHiRLHt/mkKhQIRERE4cOAA7ty5A7lcjnbt2mH8+PEIDAzUuY8+5TD5Swe/PE2L8TUtxtd0mPwliMlfOvjlaVqMr2kxvqZT1cnf6tr8iYiIyDBM/kRERBLD5E9ERCQxTP5EREQSw+RPREQkMUz+REREEsPkT0REJDFM/kRERBLD5E9ERCQxTP5EREQSw+RPREQkMXbmrgCZj0ql1LFMZYaaEBFRVWLylzDNAyCIiEhaeNufdBIEwaxPFyQiItPhlb+EJSSl6Vwuk1VxRYiIqEox+UtYaVf2TP5ERNUbb/sTERFJDJM/ERGRxDD5ExERSQyTPxERkcQw+RMREUkMkz8REZHEMPkTERFJDMf5WwBBEMT/W8Lc+jIZoFTaQ6VSoljVyAgYW9NifE2L8TUdY8S2eP4QyjkIk78FKP4HC+rQ0ow1ISKi6kClUsHFxaXU9bztT0REJDEyobx7A2RyarUa9+/fBwDI5XLIOL8uERFVkiAI4p3kOnXqwMam9Ot7Jn8iIiKJ4W1/IiIiiWHyJyIikhgmfyIiIolh8iciIpIYJn8iov9z79497Nmzx9zVIDI5TvJDVA0IgsAhogbKzMzEoEGD8OTJE/j5+aFp06bmrlK1UlBQgNzcXGRmZsLR0RH169c3d5UkjcmfyIrk5eUhLS0NV65cgYuLC7y9vdG4cWPIZDKeABjg/v37GDZsGOzt7TF16lR4e3ubu0rVSnZ2NhYvXoyzZ8/ixo0bcHR0xFtvvYW+ffuiefPm5q6eJHGcPxlNVlYWrl27ho4dO5q7KtVSVlYW5syZgz///FOcFOrZZ5/FgAED8MYbb5i3clZMk/ifPHmCjz76CIMHD4aNjQ3UanWZk6RQxWRmZmL06NH4559/4OXlBRcXF1y6dAkAMGjQILz99tvw8fExcy2lh1f+ZBQPHz5EcHAwcnNzsWrVKrz44ovmrlK1kpmZiZEjR+L+/fto3749+vXrh7i4OFy5cgU//PADXF1d8corr5i7mlZHk/jz8vIQFhbGxG9kOTk5mDBhArKysjBt2jSMGjUKDg4O2L59O5YsWYLo6Gg0a9aMyd8M+O4mo4iJiUFubi4AYOrUqThx4oSZa1R9KBQKTJ48GY8ePUJ4eDh++uknzJw5EwsWLMCwYcOgUChw/Phxc1fT6mRmZuLVV19Ffn4+wsLC8PLLL8PGxgYFBQVaib+wsBCFhYVa+6rV6qqurlXavn07Ll68iBEjRmDs2LGQy+Wws7PDsGHD8OGHHwIAVq9ejZs3b5q3ohLE5E9Gcf36dTg5OcHPzw8PHz7kCYARHT58GH///TdeeeUVjBgxAra2tgAAX19fDB06FHXr1sWxY8fEpgANtuiVTqFQYMiQIUhLS8PQoUPxyiuvwM7ODk+ePIGdXdEN0Tt37uDQoUOYPHkyxo0bhzlz5mDLli0AIN4doLIlJCTAzs4Oo0ePhr29PQoLC8W4DR8+HC+++CIKCgqgVCrNXFPpYfIng2gSTGpqKmrXro2IiAj07duXJwBGFB8fD0EQ8NJLLwEA8vPzxbi3bt0aQUFBcHNzg42NDTIyMqBQKABA7ARIJaWmpoqd+hISEnDx4kUAgIODAwDg4sWLWLRoEcLCwnDkyBGcPn0a69evx+zZsxEeHg6AJwBlUavVePToEZKTk1FQUIDU1FQAgK2trVbcPDw8oFQqcfXqVXNWV5KY/MkgMpkMKpUK//zzD2xtbfHMM89g2bJlCA4O5gmAETx58gSZmZkAIH5Baq6ggKJOgImJiVAoFFi6dCn69OmD4cOHY9asWXj8+DFPAErRunVrTJs2DT169MCJEyewcOFCxMfHAwAyMjIQERGB3bt3Y/jw4ViwYAG+/fZbjB07Fs7Ozti5cydmzpwJAOwXUAobGxu4ubmhdevWAICUlJQSTScAULduXQBsRjEHvnPJYIIgwMvLCy1atBATzYoVK9C7d2+eABjIwcEBzz77LABgw4YNiIuLAwDY2dlBoVBg48aNSEpKQu3atXH37l0899xzuHv3LrZu3YopU6YgPz+fJwBP0cTC398fkyZNEk8Ali1bhuTkZFy+fBkHDhzA7NmzMXPmTISGhmLQoEEICwvDvHnzIJfL8dtvv+H333838yuxXJpE37RpU7Ro0QI1atTQWq85adLcCXBxcdFaz/er6XGoH+mt+LjykydP4tatWxg6dCiePHki3j597733cOjQIbi7u2PJkiVaowCe7lHNHtbaCgsLYWtri8uXL+Prr7/G2bNn0axZMwwfPhz16tXD/v37sW/fPgQEBGDRokWoXbs2BEHAuXPnMGnSJOTk5GDEiBH48ssvzf1SLIImnoD2ezchIQErV67EkSNHEBgYiLS0NLRp0wbLli0rsV9eXh6WLl2K1atX4+2338ZHH31knhdjYQoLC5Gfn48HDx6gZs2aYrIXBAFXr16Fl5cXnJycxO01n/UZM2Zg+/btWLZsGfr27au1DgDS0tLQqFGjqn9BEsChflRpmk5RxRP1Cy+8gLy8PABFV6sFBQWws7PD8uXLxROAqVOniicAxb9Q//rrL3To0IGJ//9o4quJT6tWrTB27Fi4urriyJEjWLBggbht+/btsWbNGjF2arUanTp1wrfffosPP/wQ586dw8OHD+Hu7m6W12IJFAoFXFxcYGtrK74vi0+KpLkDIJPJEBMTAwB47bXXxP01fwcAcHR0RPv27QEAly5dQl5eHhwdHav09Viahw8f4ocffsDZs2dx69Yt1K1bF2PHjkXHjh3h5eWFli1blthHc+KlUqkAAG5ubgC0T7R+//13bN++Hf369UNoaGjVvBgJYfKnCnn48CE2bNiAc+fOiWf3Q4cORcuWLdGsWTMARW3RGnZ2dqWeACxatAhdunQBABw4cADTp09Hz549sWjRIrO8NktQWnxbtGiB5s2bo2/fvnjxxRcRFxcHQRBw7949/Pbbb+jRowdsbGyQn58Pe3t72NjYoLCwEH5+fqhduzaSk5ORlZUFNzc3Sc7+l5WVhR49euCFF17ADz/8oPW+fPoEYOLEicjLy0NmZib69+9f4lia/Vq1agWgqL1a6ok/MzMTb7zxBq5evQoPDw/Y29vj0qVLmD9/PgYOHIg33nhD55W75r0ok8ng6OgIV1dXAP+eaB04cAALFy5EZmYmZsyYUXUvSEKY/Klcmg/4tWvX4O7uDltbWyQmJuLMmTNo1qwZPvjgA/Ts2bPElXtpJwBhYWFYunQplEolFi1aBFtbW4wbN85Mr878yovve++9h+DgYLi4uKBHjx4AgBMnTiA+Pl4cAaA58VKr1bC1tYWnpyccHR3h5+cnTv8rJZrWzO+++w5PnjzB0aNHMW3aNCxcuLDUE4B27dphxowZqFGjBjw9PbWaBtRqtTgEcMeOHQCAgIAAsSypxRcAHj16hDfffBN3797Fhx9+iCFDhkAQBKxevRo7duzAzp070bZtWzRq1KjUJj3NHArFOwPu378fixYtwsOHD/Hrr7+iSZMmVfiqpIP3WalMjx49woQJE5CZmYmpU6di9+7d2LFjBz777DMEBgbi0qVLePfdd/Hrr7/q3F/zRQsAy5cvF4cBTpkyBbNnz8b9+/exYcMGtGnTpipflsWoSHwnT55cIr45OTkAgMTERHE0QPEv2KioKFy7dg3t27dHYWGh5DpQyWQyyGQy3LlzBx4eHnB0dMTu3bvxySefANB+XxbvENmiRQt4eXlBrVZrJXRNXDV/H19fX7H/ihQTvyAIWLduHa5cuYKxY8diwoQJeOaZZ+Dp6SlOkZyTk4P169cjNze3ROLXxFsmk6GgoECM4d69e7Fo0SJkZmZi/fr18PX1rfLXJhkCURkiIyMFPz8/Yfny5UJhYaG4vLCwUEhPTxe++eYbwdfXV/D19RV++eUXQa1W6zxOXl6e+P9XX31V8PX1FQICAoSkpCSTvwZLVtn4arZJTEwUunTpIgQEBAjr168X0tPTxX2jo6OFvn37Cj179hRSU1Or/DVZgsLCQuHx48dC9+7dhXfffVfYvXu30L59e8HX11f4+OOPxe3y8/PLPM7y5cuFNWvWCHv27BE+++wzISAgQAgICBCuXr1q6pdg0QoLC4Vx48YJAQEBQmZmprhM8/5UKBRCcHCw0LlzZyEtLa3U48yZM0fw9fUVDhw4IMTGxgp9+vQRnnvuOeHy5ctV8jqkjLf9qUx//fUXHBwcSsx5bmNjA09PT3zyySdwdXXFd999h2+//Rb29vYYPXo0gH9vh6rVajg4OECtViM2NlZsg964caPkn+ilb3xbt26Nnj17YvPmzfjuu+8QExOD9u3b4+rVqzh16hRsbGwQGRkp2Z7SNjY2yMrKwv3799GgQQP0798fNWrUQFhYGKKjowEA3377rVYTwNP27t2L77//XvxdJpPBz88P3377reTft/fv38f169cBFHVQBf69O5Kfnw+5XA5PT0+xE2DDhg11Hkfz2OR169bh9u3bePDgATZu3Mgr/irA5E+lUqvV4mxxjx8/BqA9qYkmub/77ruwtbXF4sWLMXfuXLi7u2PQoEHirTzNPvv378d3332H+/fvM/FD//i6uLhg8ODB+OKLL2BnZ4c//vgDx44dw7Fjx+Dk5ISOHTti5syZkn8efXZ2NhwcHODh4QEACA4OxuLFi/HRRx9V6ASgT58+mDFjhjhrYqdOnRAUFCROTCNltWrVgqenJ27duoW4uDi89NJL4ntX0/+kfv36Wr/r4uvrCzc3N/z555/iBQETf9Vg8qdS2djYoE6dOsjNzcX+/fsxfvx4cfw+APGq3sbGBm+//Tby8vKwYsUKfP3112jQoAGef/55cduUlBTMnTsXjx49wtatW3UO/5EafeM7b948NGjQAIGBgfjss88waNAgXLt2DTk5OWjfvj2aNGkiDp2SstatW2PYsGFiMhEEAb169Sr3BED4v/Zoe3t7jB071mz1t1SCIMDOzg7PPfcccnNz4ezsXGK95r0LaA+VLL4eAJ577jk0btwYFy5cQFRUlOQvCKqU+VocyJJp2u5PnjwpdOrUSRg+fLhw/fp1rXUamna+vLw8YcaMGYKvr6/w1VdfCU+ePNFqx46IiBAuXbpURa/Ashkjvrm5uVVbaStS/H2Xk5NTYv3hw4eFdu3alegDULxvSvF+FIJQ8u8idbdv3xb+/vtvQalUai3X9KMYM2aM4OvrK5w7d06MXfG/S0ZGhrhMqn1TzIm9/UknzZl5s2bN0LZtW/z9999Yvny5uK740BzN7T5N27WnpycOHz6MnJwcrdvY77zzjjhGWuqMEV/NBClUko2NjXgF//TUsQDEOwA1atRAdHS0OArAwcEBgiDg999/x7vvvitO+gNIs1d/WerXrw9/f3/I5XKt5ZorfbVaDScnJ3h4eGjdxQKKxvF//vnnOHnyJGxsbCTbN8WcmPypTM888ww+/PBDODk5YdeuXfj8888BFH3AdT2Mo1OnTujQoQPS09Nx6dKlqq6u1WF8Tae8ZP30CcD06dMBAEePHsXixYtx7do1eHl5VUVVqxVN3AsLC1GjRg3x5KB4359vv/0WcXFxaNCggdnqKXVM/lQmQRDQtm1bcZ7zTZs24auvvgJQ8olmml6/nTp1AgCxMxuVjvE1r169emHhwoVwcnLCjh07MHbsWCxYsABZWVn49ddf4ePjY+4qWh3NSWtOTg4KCgrE9y1QlPgXL16M7OxsrF+/XnysMlU9Jn8qk2YClK5du2LJkiWQyWTYuHEjZs+erZV8ij/M59KlS5DL5ezUVwGMr3mp1Wr07t0bixcvhlwux+nTp5GVlYUNGzaw17meNM0tcrkceXl5YjOAZuY+zcRejK95MflTuTS38fr16yeOe96yZQumTZuGo0ePIi8vT0xMu3fvxpEjR9CmTRvUqlXLbHW2JoyvfoRisxZqHiolVGImw+Jt0IWFhbC3t4e7uzuioqKYmKB/fDXJvlGjRrCzs0NeXh5iY2PFmfs4nM8y8JG+EicUG3ajeUKZUM5c5WfOnMHMmTNx8+ZNeHh4wM/PDy+88AKuXr2KY8eOQa1WY8OGDRy2A8a3Kmzfvh1///03vvjiC732P3DggHhFGhUVxTsqT6lsfDXv7zlz5mD9+vXo1asXkpKSkJ2dzcRvQZj8CUDFP+CaD3ZKSgqio6MRExODK1euACjqVf3ss89i9uzZTExPYXyNT61W4969e+jevTsAIDIyEoGBgZU6xokTJ/DRRx+hsLCQc8k/Rd/4at7DJ06cwJQpU5CTkwMXFxfe6rcwTP4Sp88HXPPh1jyN6/z581CpVGjWrBnc3NzEx3MS41sV5s2bhw0bNuCtt97C1KlTS32CnC4JCQmYN28ePv/8c7Ru3drENbVO+sY3LS0NI0aMQG5uLjZv3szOkxaGbf4Sp5lDfsyYMbC1tcWJEycAQOcwM43iz+J2cHBAx44d0bVrVzRs2JCJ6SmMr+lorlu6dOmCGjVq4Ndff8WNGzcqnPgBoE2bNli9ejUTvw6GxrdRo0aIiIjA9u3bmfgtEJO/xBnyAa/Ml6xUMb6mozlJ6tatG3r27ImHDx8iMjJS7JxWEba2tnBycjJVFa2aofHVDGPlcD7LxG8XiTPGFyiVjvE1XFktk5qZECdOnIgGDRrgzJkzUCqVAMq+u0L/MlV8OSOiZWPylwh+gZoW42s6miQSFxeHq1evivMfCIIgDivz9PREp06dcPXqVaxZswYA75xUFOMrTfzrSQQ/4KbF+JrWoUOH8Prrr2P8+PH46quvcOnSJa0rS1dXV4wdOxZ2dnY4cOCAOEKCKobxlR5+80gIP+CmxfiaTsOGDdG1a1fI5XJER0fj1VdfxbJly3Dy5ElxGz8/P7z22mu4fv06/vrrLzPW1vowvtLDoX4ScunSJSxevBipqam4fv06HB0dMX78eHTq1AkvvPCCuN38+fMRGRmJL7/8EiNGjDBjja0L42samqGPCoUCqamp2LBhA/bs2YPHjx/D2dkZw4YNw8iRI9GgQQNcuHABr776KurUqYN169ahadOm5q6+xWN8pYnJXyL4ATctxtc4is9+qFAokJOTA6VSCTc3NzzzzDPidsePH8eZM2fw888/o6CgAN7e3ujevTvCwsKwbNky/PLLL/jqq68wfPhwFBYWik0vUsf4kgaTfzXED7hpMb6mUTyux44dw5o1a3D27Fnk5ubCzc0NY8aMwQsvvICOHTuK+yQmJmLXrl04dOgQ0tLS0LBhQ/Tp0we//vorvLy8sHPnTvar+D+MLxXH5F/N8ANuWoyv6e3evRszZsyAg4MD/P39UVBQgDNnzsDOzg6tW7fG+PHj8Z///Efc/smTJ8jOzsbKlStx4sQJ3Lx5EwDg6OiIAwcOwNPT01wvxSIxvgQw+Vdb/ICbFuNrGrGxsXj33Xfx7LPPYtKkSejWrRuAomcj7N69G8ePH4enpyfCw8Px0ksvAYB410QQBKSkpOD333/Hzp07ERERwWcgPIXxJZFA1c7//vc/oU2bNsKIESOEo0ePist/++03Ydy4cYKvr6/QrVs3Yc+ePeK6goICQRAEQa1WC1evXhW+//57oXfv3kJycnKV19/SMb6GKywsLLEsMzNTGDdunNC+fXvh8OHDJdbHx8cLH330keDr6yv069dPOHHiRKnHUygUxq+0FWF8qTxM/laMH3DTYnyNT6lUiv/XnBBppKamCp07dxYmT54sLlOr1YJarRZ/P3/+vDBp0iTB19dXmD59upCTk6O1XvP/4sukhPGlimJDoxVSqVQAiiaI0cweV3xdUlISOnfujF69egEoaqcW/q91p127dnjzzTcRHByMf/75B9HR0VAoFBAEQWx31mwrl8ur6iVZFMbXNLKystCzZ0/Mnj0bQNG8+sXje/36ddy/fx9ZWVlizGQyGWQymRizZ599FkOGDEHNmjWxd+9epKamas2lUPyhSFLD+FJlMPlbGX7ATYvxNZ0HDx7g4cOH2LJlC7755hsA2vH18fFBo0aNcPfuXWRmZkImk6GgoAAAtOIbHByM4OBg5OXl4e+//zbPi7FAjC9VBpO/leEH3LQYX9NQq9Vo3rw5duzYAWdnZ6xevRoLFiwA8G98XV1d0bRpU6SlpWHu3LkAADs7OzH2MpkMT548AQB06NABAPiApP/D+FJlMflbEX7ATYvxNR1NE0qrVq2wfv16yOVyrFmzRiu+zs7OmD59OmrWrIn//e9/mDZtmrhOrVajsLAQDg4OAID4+HjUqFED/v7+ZntNloTxpcpi8rci/ICbFuNrWpoTqNatW2PDhg0l4gsAzZs3x1dffQV3d3fs3r0b77//PhQKBWQymTgJ0o4dO3DgwAH4+fnxWfHFML5UKVXbv5CMQdOL9+LFi0KHDh0EX19fYf78+VrbHDhwQAgICBB8fX2F9957r0Sv3e3btwsBAQHCyJEjhczMzCqtv6VjfI1D12gJQSg/vgqFQti1a5cQGBgo+Pr6CiNGjBC+//574fjx48KCBQuEF198UQgMDJTsMEkNxpcMwUl+LJxardY5+5tm4o1Lly7htddeg0qlwhtvvIHp06cDAJRKJWJiYjBnzhxkZ2ejffv26NKlC5577jnExsYiOjoahYWF2LBhg6Qn6mB8jS8/Px/29vbi75oYC8VmRywvvgUFBUhMTMT06dNx7do1reP7+fnhv//9r+TiqsH4kjEw+VsofsBNi/E1jaysLMyePRve3t547rnn0KFDBzg5OWkNa1Sr1ZDJZCgsLISdnZ1WfMeOHYsZM2ZoHe/06dO4fPkyCgsL4efnh4CAANSpU8ccL8/sGF8yFiZ/C8QPuGkxvqahUCjQvXt3KJVKcVnt2rXRpEkTdO/eHU2aNEFQUBAcHR3h6OiotW9iYiJGjx5d4gSL/sX4kjEx+VsYfsBNi/E1nUePHmHSpEmIi4uDu7s7mjVrBnd3dxw5ckTcpkGDBvD09ES/fv3QqFEjdOnSBQUFBZDL5bhy5QpGjRoFhUKBMWPG4NNPPwVQ9FwETSfK4ndmpIbxJWNi8rcw/ICbFuNrWtnZ2Zg+fTqOHDmCbt26Yfbs2cjPz8fFixexb98+3L17F+fPnxe3b968OTw9PdG3b188//zzyM7Oxvjx45GXl6cVXyrC+JKxMPlbIH7ATYvxNa3s7GxMmzYNx44dQ9euXfHZZ5/By8sLT548gY2NDc6ePYs7d+5g//79SEtLw9WrV8V9O3fujGvXruHevXvIz8/HW2+9JQ6npCKMLxkDk7+F4gfctBhf08rOzkZ4eDiOHj2KLl26YNasWWjSpInWNk+ePIGtrS1OnTqFf/75B0eOHMGVK1egUCiQm5sLNzc3bNy4ET4+PuZ5ERaM8SVDMflbMH7ATYvxNa2n4/vZZ5+hcePGKCwshI2NDdRqtTixDFA0uuLhw4e4ePEizp8/jz59+jCuZWB8yRBM/haOH3DTYnxNq7T4Fu8Xofm/ZmglVRzjS/pi8rcC/ICbFuNrWhWJL+mP8SV9MPlbCX7ATYvxNS3G17QYX6osPtjHSnh4eOCbb75B9+7dcezYMXz11Ve4efOm1mNkSX+Mr2mVFV+1Wm3u6lk9xpcqi8nfivADblqMr2k9Hd958+bh2rVrOp+tQJXH+FJl8F1hZfgBNy3G17Q08e3VqxeOHDmCJUuWID8/39zVqjYYX6ootvlbqezsbHz66af4448/0LdvXyxatEjrQTVkGMbXtLKysvD111/j3XffRcuWLc1dnWqH8aXyMPlbMX7ATYvxNa3SHqdMxsH4UlmY/K0cP+CmxfgSUXXE5E9ERCQxvKQhIiKSGCZ/IiIiiWHyJyIikhgmfyIiIolh8iciIpIYJn8iIiKJYfInIiKSGCZ/IiIiiWHyJyIikhgmfyIiIolh8iciIpIYJn8iIiKJ+f/r3+0GBk59MAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 560x402.5 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(daily,title='Plot Title',figscale=0.7,fontscale=0.7)\n",
    "mpf.plot(daily,title='Plot Title',figscale=0.7,fontscale=1.0)\n",
    "mpf.plot(daily,title='Plot Title',figscale=0.7,fontscale=1.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "s1 = mpf.make_mpf_style(base_mpf_style='default',rc={'figure.titlesize':'xx-small'})#,legacy_rc={'figure.titlesize':'xx-small'})\n",
    "s2 = mpf.make_mpf_style(base_mpf_style='default')\n",
    "s3 = mpf.make_mpf_style(base_mpf_style='default',legacy_rc={'figure.titlesize':'xx-large'})\n",
    "s3 = mpf.make_mpf_style(base_mpf_style='default',rc={'figure.titlesize':'xx-large'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x345 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x345 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x345 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x345 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x345 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 480x345 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "==============\n"
     ]
    }
   ],
   "source": [
    "for s in [s1,s2,s3]:\n",
    "    mpf.plot(daily,title='Plot Title',figscale=0.6,style=s)\n",
    "    mpf.plot(daily,title='Plot Title',figscale=0.6,style=s,fontscale=0.8)\n",
    "    print('==============')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
